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Based on 『Counterfactuals in Explainable Artificial Intelligence (XAI): Evidence from Human Reasoning』(Ruth M.J. Byrne) /  『Twin-Systems to...

Based on 『Counterfactuals in Explainable Artificial Intelligence (XAI): Evidence from Human Reasoning』(Ruth M.J. Byrne) /  『Twin-Systems to Explain Artificial Neural Networks using Case-Based Reasoning: Comparative Tests of Feature-Weighting Methods in ANN-CBR Twins for XAI』(Eoin M. Kenny , Mark T. Keane), please answer the question below.

Q: "Human problem solving is based on a lot of individual and collective experiences, yet complex AI systems obtain experiences on the data.

What would you propose the future AI (XAI) should be directed to, in a way human can understand how AI made such solutions?"

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